id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-5716	Anant Manish Singh	A Hybrid Framework for Personalized Digital Marketing: Merging Machine Learning with HCI Principles	2025	8	.pdf	application/pdf	1819	124	35	Experimental deployment on an e-commerce platform showed a 20.4% increase in user engagement and a 14.7% boost in conversion rates, validated through A/B testing over a four-week period with 10,000 users. Keywords: data-driven marketing, human-computer interaction, user engagement, machine learning, conversion optimization, user-centric design, digital advertising 1.	cache/cana-5716.pdf	txt/cana-5716.txt